The apartment felt too big, the silence echoing her failures. Sarah watched as Mark meticulously researched different breeds of cats, his voice filled with excited pronouncements about hypoallergenic qualities. She felt a cold dread in her stomach as she heard him. Another email, another failed interview. Each day felt less and less like a path, and more like a maze with no exit.

He was talking about adopting a rescue, and she felt a sharp, cutting sensation in her chest. His compassion, his enthusiasm, were beautiful. She felt her own lack of those qualities like a physical wound. She wished she had something to give, anything that would make her life feel meaningful.

She moved away, as if trying to physically distance herself from the conversations. She felt a strong urge to make herself smaller, to disappear.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255